PowerAI presentation gave at Campinas 03/12/2018

1. PowerAI – New Workloads
- Definção de umꬮa solução de IA
- Fuicnoiamꬮeito
- Casos
IBM Systems Lab Services Team
Brazil
Paulo Sergio Lemes Queiroz

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Welcome to the Waitless World
Soluções de IA
Podemos definir Inteligencia Artificial como uma ciência em busca de otimizar métodos para
resolução de problemas
É um conceito novo ?
São novos métodos ?
É uma nova abordagem para os problemas !
Certos conceitos são tão antigos quanto a tabuada.
Os conceitos modernos vem sendo refinados a aproximadamente 70 anos
Desde a era pré mainframe !!
São novas ferramentas !

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Welcome to the Waitless World
Soluções de IA
Através dessas novas ferramentas, podemos abordar em escala comercial novos desafios e tentar
solucionar problemas antes intangíveis

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Welcome to the Waitless World
Ideia
4

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Código Exemplo

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Ferramentas
➔
Provavelmente não existe solução pronta no mercado para atender as necessidades do negócio
➔
Existem ferramentas para auxiliar na construção dessas soluções
CAFFE NVCaffeTorch IBMCaffe
(large models & Blueconnect)
TensorFlow
(with BlueConnect)
OpenBLAS
Theano
Spectrum Scale:
High-Speed Parallel
File System
Cluster of NVLink
Servers
Bazel DIGITS NCCL
BlueConnect
(optimized
distributed )
Chainer
MxNet CNTK Keras TFLearn

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Funcionamento
Trained
model
Big data frameworks
(Hadoop, Spark)
Deep Learning
frameworks
Modelos
Fontes
Tradicionais
CPU + GPU cluster - Treino
Defnição de fontes de
dados
Defnição de fontes de
dados Seleção de dados ( features )Seleção de dados ( features ) ModelagemModelagem
Deep Learning
frameworks Inferencia
Servidores de aplicação
Front-end
CPU + GPU cluster - Inferencia
Aplicação
Atividade
MLDL
7

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Heterogeneous Infrastructure Support
Controlar
Treinamento
Compartilhar
Recursos
High Performance Analytics
Analise de Riscos
High Performance Computing
Treino/Simulação
‘Novos processos’
Spark, DL, Containers
DiskDiskFlashFlash TapeTape PowerPower MobileMobile Linux on zLinux on z dockerdocker VMVMARMARMX86X86
Gerenciar
Dados

9. © 2017 IBM Corporation
Welcome to the Waitless World

10. © 2017 IBM Corporation
Welcome to the Waitless World
IBM Corporation 2017
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